Posts tagged "claude"

5 posts · all topics

The Cost of Efficiency

AI has made me an incredibly productive worker. I don't need to ask a coworker when I get stuck or brainstorm with teammates. I get answers instantly (and mostly) correctly. While it's fun to be this autonomous, asking for help was exactly how I built work relationships in the first place. I'm getting more done in 40 hours than ever before, but somehow it feels like less. In engineering away our bottlenecks, we've quietly engineered away each other.

Watching SuperFab go from an idea to our company operating system in two weeks

Last week we launched SuperFab, the agentic operating system for how we run mabl. The idea is simple: one assistant that connects Claude to the tools we already use, so anyone here can ask a question in plain language and get a grounded, trustworthy answer back. No dashboards, no SQL, no hunting through six systems.

SuperFab: how it works — one assistant grounded in all of mabl's internal knowledge, built by everyone, built for trust


We ran it as an internal hackathon, and people were contributing within hours. Folks in sales, marketing, customer success, product, and support were building and sharing their own skills on top of it, fast. They saw the thing work, recognized their own expertise was exactly what it was missing, and packaged it up so the rest of us could use it too.

Our next step is to look across everything people built and figure out how the foundation needs to change to support it: more secure, more flexible, easier to extend. The skills are running ahead of the platform right now, and that's what I'm focused on next.

Adding usage and git state to the Claude Code statusLine.

Joe noticed everyone was hitting /usage constantly. Reasonable, if a loading spinner is your preferred way to check a number. The Claude Code status line can replace most of that: it takes a shell script and displays whatever you output in the bar at the bottom of every session. I'd set mine up to show hostname, working directory, git branch, current model, and token usage with color coding that shifts green → yellow → red as you approach the monthly limit. Joe built his own version with a few things I hadn't thought of, and I pulled those back into mine later. If you want something similar: add a statusLine command entry in ~/.claude/settings.json pointing to a script, then ask Claude to write it for you — it knows what data it exposes. The specifics are yours to decide.

When the Codex review catches blocking issues the Claude review missed: is it the model or the second pass?

I've been watching what our two PR reviewers actually catch, and the pattern is uncomfortable. Our default review runs on Claude. Anyone can also kick off a Codex review on demand — and when they do, Codex regularly flags blocking issues the Claude pass walked right by. Not edge cases. Things that would have shipped.

The honest question: is Codex better at code review, or is the win mostly that it's a second perspective looking at the same diff? If we'd built it the other way around — Codex by default, Claude on demand — would we be writing this post about Claude?

I don't know yet, and I think that's the right place to sit for a minute before we draw the conclusion. What I do know is that on the changes that matter, two reviewers from two different shops are catching more than one of either, and that's a finding regardless of which is "better." We're going to keep both, and I'm going to start measuring which class of issue each one actually catches.

Buying Anthropic credits and direct API capacity past the per-seat overage cap.

Our default Anthropic seats include $150 of overage per month per premium seat. We're way past that for a lot of people, and we're going to be further past it next quarter. The real cost is the extra usage, not the seat — you should think of the seats as a promotional teaser and overage as the true cost. So we're treating it like a portfolio. We pre-purchase 1,000 credits at a 30% discount. We're looking at moving high-volume workloads to direct API consumption for better visibility. By the end of the year I doubt any of us will sit within seat allocation for full-time work — at least not without giving up the productivity gains we just earned. The companies that figure out the cost structure of agentic work as a separate discipline from "give engineers more tools" are going to have a real edge. The ones that don't are going to be surprised by their bill.